Recent studies have elucidated various molecular mechanisms and biomarkers associated with Alzheimer's disease (AD), highlighting the complexity of its pathophysiology. One significant advancement is the structural understanding of gamma-secretase, a key enzyme in the production of amyloid-beta (Aβ), which is implicated in AD. Cryo-electron microscopy revealed how small molecule drugs, such as Semagacestat and Avagacestat, inhibit gamma-secretase, providing insights into potential therapeutic strategies (ref: Yang doi.org/10.1016/j.cell.2020.11.049/). Additionally, a noncanonical transnitrosylation network involving distinct enzymes has been shown to contribute to synapse loss, a critical factor in cognitive decline in AD, suggesting that targeting these pathways may offer new therapeutic avenues (ref: Nakamura doi.org/10.1126/science.aaw0843/). Furthermore, single-cell RNA sequencing has uncovered microglial subsets associated with AD, indicating that microglial heterogeneity plays a role in disease progression and may serve as a target for future therapies (ref: Olah doi.org/10.1038/s41467-020-19737-2/). The epigenetic landscape in AD has also been explored, with a meta-analysis identifying significant DNA methylation differences in the prefrontal cortex that correlate with disease severity (ref: Zhang doi.org/10.1038/s41467-020-19791-w/). Moreover, the role of tau protein as a biomarker has been emphasized, particularly the microtubule binding region of tau, which correlates with clinical stages of AD (ref: Horie doi.org/10.1093/brain/). A head-to-head comparison of phosphorylated tau biomarkers in cerebrospinal fluid has revealed that p-tau217 outperforms p-tau181 in diagnostic accuracy, underscoring the importance of refining biomarker strategies for early detection (ref: Karikari doi.org/10.1002/alz.12236/). Collectively, these findings underscore the multifaceted nature of AD pathology and the potential for targeted interventions based on molecular and biomarker insights.